{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "eb837376",
   "metadata": {},
   "source": [
    "# Backtest: validation on historical data\n",
    "\n",
    "<a href=\"https://mybinder.org/v2/gh/tinkoff-ai/etna/master?filepath=examples/backtest.ipynb\">\n",
    "    <img src=\"https://mybinder.org/badge_logo.svg\"  align='left'>\n",
    "</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c897a36",
   "metadata": {},
   "source": [
    "This notebook contains the simple examples of time series validation using backtest module of ETNA library.\n",
    "\n",
    "**Table of Contents**\n",
    "\n",
    "* [What is backtest and how it works](#chapter1)  \n",
    "* [How to run a validation](#chapter2)\n",
    "* [Backtest with FoldMask](#chapter3)\n",
    "* [Validation visualisation](#chapter4)\n",
    "* [Metrics visualisation](#chapter5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "59a375fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from etna.datasets.tsdataset import TSDataset\n",
    "from etna.metrics import MAE\n",
    "from etna.metrics import MSE\n",
    "from etna.metrics import SMAPE\n",
    "from etna.pipeline import Pipeline\n",
    "from etna.models import ProphetModel\n",
    "from etna.analysis import plot_backtest"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98954e89",
   "metadata": {},
   "source": [
    "### 1. What is backtest and how it works <a class=\"anchor\" id=\"chapter1\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76d55452",
   "metadata": {},
   "source": [
    "Backtest is a predictions and validation pipeline build on historical data to make a legitimate retrotest of your model.\n",
    "\n",
    "<b>How does it work?</b>\n",
    "\n",
    "When constructing a forecast using Models and further evaluating the prediction metrics, we measure the quality at one time interval, designated as test.\n",
    "\n",
    "Backtest allows you to simulate how the model would work in the past:\n",
    "\n",
    "* selects a period of time in the past\n",
    "\n",
    "* builds a model using the selected interval as a training sample\n",
    "\n",
    "* predicts the value on the test interval and calculates metrics.\n",
    "\n",
    "The image shows a plot of the backtest pipeline with `n_folds = 3`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d156218d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-25T14:24:21.160357Z",
     "start_time": "2021-06-25T14:24:20.715890Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = plt.imread(\"./assets/backtest/backtest.jpg\")\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.axis(\"off\")\n",
    "_ = plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cfea637",
   "metadata": {},
   "source": [
    "Below we will call a fold the train + test pair, for which training and forecasting is performed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "db1cf7b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>segment</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>segment_a</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>segment_a</td>\n",
       "      <td>243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>segment_a</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>segment_a</td>\n",
       "      <td>287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-01-05</td>\n",
       "      <td>segment_a</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   timestamp    segment  target\n",
       "0 2019-01-01  segment_a     170\n",
       "1 2019-01-02  segment_a     243\n",
       "2 2019-01-03  segment_a     267\n",
       "3 2019-01-04  segment_a     287\n",
       "4 2019-01-05  segment_a     279"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./data/example_dataset.csv\")\n",
    "df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"])\n",
    "df = df.loc[df.segment == \"segment_a\"]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f792fcd5",
   "metadata": {},
   "source": [
    "Our library works with the special data structure TSDataset. So, before starting the EDA, we need to convert the classical DataFrame to TSDataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "163fbe68",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = TSDataset.to_dataset(df)\n",
    "ts = TSDataset(df, freq=\"D\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f72a10ab",
   "metadata": {},
   "source": [
    "#### Let's get a look on series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "737372fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts.plot(segments=[\"segment_a\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4edf323",
   "metadata": {},
   "source": [
    "### 2. How to run a validation <a class=\"anchor\" id=\"chapter2\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f83f9c6",
   "metadata": {},
   "source": [
    "For an easy start let's create a Prophet model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cf6e7d60",
   "metadata": {},
   "outputs": [],
   "source": [
    "horizon = 31  # Set the horizon for predictions\n",
    "model = ProphetModel()  # Create a model\n",
    "transforms = []  # A list of transforms -  we will not use any of them"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c548b69",
   "metadata": {},
   "source": [
    "### `Pipeline` <a class=\"anchor\" id=\"section_2_1\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e52d04ab",
   "metadata": {},
   "source": [
    "Now let's create an instance of `Pipeline`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a8f3318e",
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline = Pipeline(model=model, transforms=transforms, horizon=horizon)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ef2ab8a",
   "metadata": {},
   "source": [
    "We are going to run `backtest` method for it. As a result, three dataframes will be returned: \n",
    "* dataframe with metrics for each fold and each segment, \n",
    "* dataframe with predictions, \n",
    "* dataframe with information about folds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "89ddaca6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "14:35:10 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:10 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.1s remaining:    0.0s\n",
      "14:35:11 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:11 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:    2.1s remaining:    0.0s\n",
      "14:35:12 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:12 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:    3.0s remaining:    0.0s\n",
      "14:35:13 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:13 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   4 out of   4 | elapsed:    4.1s remaining:    0.0s\n",
      "14:35:14 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:14 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   5 out of   5 | elapsed:    5.1s remaining:    0.0s\n",
      "[Parallel(n_jobs=1)]: Done   5 out of   5 | elapsed:    5.1s finished\n"
     ]
    }
   ],
   "source": [
    "metrics_df, forecast_df, fold_info_df = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3d5d1914",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-25T14:24:22.756309Z",
     "start_time": "2021-06-25T14:24:22.745090Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>segment</th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>SMAPE</th>\n",
       "      <th>fold_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>18.851344</td>\n",
       "      <td>595.763719</td>\n",
       "      <td>4.372066</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>21.026910</td>\n",
       "      <td>673.249070</td>\n",
       "      <td>4.842875</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>30.107632</td>\n",
       "      <td>1315.679297</td>\n",
       "      <td>6.302994</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>36.204963</td>\n",
       "      <td>2021.144120</td>\n",
       "      <td>7.470983</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>32.003925</td>\n",
       "      <td>1872.618930</td>\n",
       "      <td>6.470948</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     segment        MAE          MSE     SMAPE  fold_number\n",
       "0  segment_a  18.851344   595.763719  4.372066            0\n",
       "0  segment_a  21.026910   673.249070  4.842875            1\n",
       "0  segment_a  30.107632  1315.679297  6.302994            2\n",
       "0  segment_a  36.204963  2021.144120  7.470983            3\n",
       "0  segment_a  32.003925  1872.618930  6.470948            4"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e964dfc0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-25T14:24:22.813834Z",
     "start_time": "2021-06-25T14:24:22.805147Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th>segment</th>\n",
       "      <th colspan=\"2\" halign=\"left\">segment_a</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>feature</th>\n",
       "      <th>fold_number</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-06-29</th>\n",
       "      <td>0</td>\n",
       "      <td>395.286255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-30</th>\n",
       "      <td>0</td>\n",
       "      <td>386.204016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-01</th>\n",
       "      <td>0</td>\n",
       "      <td>493.164874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-02</th>\n",
       "      <td>0</td>\n",
       "      <td>509.586239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-07-03</th>\n",
       "      <td>0</td>\n",
       "      <td>497.749328</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "segment      segment_a            \n",
       "feature    fold_number      target\n",
       "timestamp                         \n",
       "2019-06-29           0  395.286255\n",
       "2019-06-30           0  386.204016\n",
       "2019-07-01           0  493.164874\n",
       "2019-07-02           0  509.586239\n",
       "2019-07-03           0  497.749328"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0fd31a93",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-25T14:24:22.878475Z",
     "start_time": "2021-06-25T14:24:22.868922Z"
    }
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   "outputs": [
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       "      <td>4</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "  train_start_time train_end_time test_start_time test_end_time  fold_number\n",
       "0       2019-01-01     2019-06-28      2019-06-29    2019-07-29            0\n",
       "0       2019-01-01     2019-07-29      2019-07-30    2019-08-29            1\n",
       "0       2019-01-01     2019-08-29      2019-08-30    2019-09-29            2\n",
       "0       2019-01-01     2019-09-29      2019-09-30    2019-10-30            3\n",
       "0       2019-01-01     2019-10-30      2019-10-31    2019-11-30            4"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fold_info_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6833ae10",
   "metadata": {},
   "source": [
    "You can additionally get the metrics averaged over folds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "80f0a163",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "14:35:20 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:20 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.0s remaining:    0.0s\n",
      "14:35:21 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:21 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:    1.9s remaining:    0.0s\n",
      "14:35:22 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:22 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:    2.9s remaining:    0.0s\n",
      "14:35:23 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:23 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   4 out of   4 | elapsed:    4.0s remaining:    0.0s\n",
      "14:35:24 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:24 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   5 out of   5 | elapsed:    5.0s remaining:    0.0s\n",
      "[Parallel(n_jobs=1)]: Done   5 out of   5 | elapsed:    5.0s finished\n"
     ]
    }
   ],
   "source": [
    "metrics_df, forecast_df, fold_info_df = pipeline.backtest(\n",
    "    ts=ts, metrics=[MAE(), MSE(), SMAPE()], aggregate_metrics=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "be1c757f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-25T14:24:22.756309Z",
     "start_time": "2021-06-25T14:24:22.745090Z"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>segment</th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>SMAPE</th>\n",
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       "     segment        MAE          MSE     SMAPE\n",
       "0  segment_a  27.638955  1295.691027  5.891973"
      ]
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     "metadata": {},
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    "metrics_df.head()"
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      "text/plain": [
       "segment      segment_a            \n",
       "feature    fold_number      target\n",
       "timestamp                         \n",
       "2019-06-29           0  395.286255\n",
       "2019-06-30           0  386.204016\n",
       "2019-07-01           0  493.164874\n",
       "2019-07-02           0  509.586239\n",
       "2019-07-03           0  497.749328"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "25006752",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-25T14:24:22.878475Z",
     "start_time": "2021-06-25T14:24:22.868922Z"
    }
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   "outputs": [
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       "      <th></th>\n",
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       "      <th>0</th>\n",
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       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  train_start_time train_end_time test_start_time test_end_time  fold_number\n",
       "0       2019-01-01     2019-06-28      2019-06-29    2019-07-29            0\n",
       "0       2019-01-01     2019-07-29      2019-07-30    2019-08-29            1\n",
       "0       2019-01-01     2019-08-29      2019-08-30    2019-09-29            2\n",
       "0       2019-01-01     2019-09-29      2019-09-30    2019-10-30            3\n",
       "0       2019-01-01     2019-10-30      2019-10-31    2019-11-30            4"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fold_info_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b586379d",
   "metadata": {},
   "source": [
    "### 3. Backtest with fold masks<a class=\"anchor\" id=\"chapter3\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e306b7b",
   "metadata": {},
   "source": [
    "You can use your backtest strategies using `FoldMask`. In order to make a `FoldMask`, you need to specify `first_train_timestamp`, `last_train_timestamp`, `target_timestamps`. Then you need to pass a list of masks as the `n_folds` parameter to the `pipeline.backtest`.\n",
    "\n",
    "Consider 3 strategies similar to `SlidingWindowSplitter`, `ExpandingWindowSplitter` and `SingleWindowSplitter` from `sktime`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8c2f8fc",
   "metadata": {},
   "source": [
    "#### `ExpandingWindowSplitter` \n",
    "\n",
    "For this backtest strategy you can use our backtest with `mode=\"expand\"`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "07c43ab2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "14:35:30 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:30 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.0s remaining:    0.0s\n",
      "14:35:31 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:31 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:    2.0s remaining:    0.0s\n",
      "14:35:32 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:32 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:    3.0s remaining:    0.0s\n",
      "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:    3.0s finished\n"
     ]
    }
   ],
   "source": [
    "metrics_df, _, _ = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()], n_folds=3, mode=\"expand\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "139dbf56",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>segment</th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>SMAPE</th>\n",
       "      <th>fold_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>30.107632</td>\n",
       "      <td>1315.679297</td>\n",
       "      <td>6.302994</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>36.204963</td>\n",
       "      <td>2021.144120</td>\n",
       "      <td>7.470983</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>32.003925</td>\n",
       "      <td>1872.618930</td>\n",
       "      <td>6.470948</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     segment        MAE          MSE     SMAPE  fold_number\n",
       "0  segment_a  30.107632  1315.679297  6.302994            0\n",
       "0  segment_a  36.204963  2021.144120  7.470983            1\n",
       "0  segment_a  32.003925  1872.618930  6.470948            2"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00607622",
   "metadata": {},
   "source": [
    "#### `SingleWindowSplitter`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "681bedf7",
   "metadata": {},
   "source": [
    "For this backtest strategy you can use our backtest with parameter `n_folds=1` or if you need specific window from your dataset you can create a mask with `FoldMask`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a5a06147",
   "metadata": {},
   "outputs": [],
   "source": [
    "from etna.pipeline import FoldMask\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f01449c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "14:35:33 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:33 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.0s remaining:    0.0s\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.0s finished\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>segment</th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>SMAPE</th>\n",
       "      <th>fold_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>32.003925</td>\n",
       "      <td>1872.61893</td>\n",
       "      <td>6.470948</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     segment        MAE         MSE     SMAPE  fold_number\n",
       "0  segment_a  32.003925  1872.61893  6.470948            0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1 Without mask\n",
    "\n",
    "metrics_df, _, _ = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()], n_folds=1)\n",
    "metrics_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "44aee1b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2 With specific mask\n",
    "window_size = 85\n",
    "first_train_timestamp = ts.index.min() + np.timedelta64(100, \"D\")\n",
    "last_train_timestamp = first_train_timestamp + np.timedelta64(window_size, \"D\")\n",
    "target_timestamps = pd.date_range(start=last_train_timestamp + np.timedelta64(1, \"D\"), periods=horizon)\n",
    "mask = FoldMask(\n",
    "    first_train_timestamp=first_train_timestamp,\n",
    "    last_train_timestamp=last_train_timestamp,\n",
    "    target_timestamps=target_timestamps,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8e37abc5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "14:35:34 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:35 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.1s remaining:    0.0s\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.1s finished\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>segment</th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>SMAPE</th>\n",
       "      <th>fold_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>39.782294</td>\n",
       "      <td>2191.914485</td>\n",
       "      <td>9.056343</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     segment        MAE          MSE     SMAPE  fold_number\n",
       "0  segment_a  39.782294  2191.914485  9.056343            0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1 Without mask\n",
    "\n",
    "metrics_df, _, _ = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()], n_folds=[mask])\n",
    "metrics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d2e1168",
   "metadata": {},
   "source": [
    "#### `SlidingWindowSplitter`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a86e73b8",
   "metadata": {},
   "source": [
    "To implement this backtest strategy you need to create a list of fold masks with `FoldMask`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "712dc3c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_folds = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "dda0a3ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sliding_window_masks(window_size, n_folds):\n",
    "    masks = []\n",
    "    for n in range(n_folds):\n",
    "        first_train_timestamp = ts.index.min() + np.timedelta64(100, \"D\") + np.timedelta64(n, \"D\")\n",
    "        last_train_timestamp = first_train_timestamp + np.timedelta64(window_size, \"D\")\n",
    "        target_timestamps = pd.date_range(start=last_train_timestamp + np.timedelta64(1, \"D\"), periods=horizon)\n",
    "        mask = FoldMask(\n",
    "            first_train_timestamp=first_train_timestamp,\n",
    "            last_train_timestamp=last_train_timestamp,\n",
    "            target_timestamps=target_timestamps,\n",
    "        )\n",
    "        masks.append(mask)\n",
    "    return masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "bba18bc5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "14:35:36 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:36 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.3s remaining:    0.0s\n",
      "14:35:37 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:37 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:    2.4s remaining:    0.0s\n",
      "14:35:38 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:38 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:    3.6s remaining:    0.0s\n",
      "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:    3.6s finished\n"
     ]
    }
   ],
   "source": [
    "masks = sliding_window_masks(window_size=window_size, n_folds=n_folds)\n",
    "metrics_df, _, _ = pipeline.backtest(ts=ts, metrics=[MAE(), MSE(), SMAPE()], n_folds=masks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2dcfd868",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>segment</th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>SMAPE</th>\n",
       "      <th>fold_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>39.782294</td>\n",
       "      <td>2191.914485</td>\n",
       "      <td>9.056343</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>40.293273</td>\n",
       "      <td>2287.327210</td>\n",
       "      <td>9.108208</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>segment_a</td>\n",
       "      <td>39.861473</td>\n",
       "      <td>2192.540812</td>\n",
       "      <td>9.010115</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     segment        MAE          MSE     SMAPE  fold_number\n",
       "0  segment_a  39.782294  2191.914485  9.056343            0\n",
       "0  segment_a  40.293273  2287.327210  9.108208            1\n",
       "0  segment_a  39.861473  2192.540812  9.010115            2"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63a327e1",
   "metadata": {},
   "source": [
    "### 4. Validation visualisation <a class=\"anchor\" id=\"chapter4\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "bfc22cac",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-25T14:28:18.264815Z",
     "start_time": "2021-06-25T14:28:17.999552Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_backtest(forecast_df, ts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b916568e",
   "metadata": {},
   "source": [
    "To visualize the train part, you can specify the `history_len` parameter. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b0fd55d9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-25T14:32:07.875780Z",
     "start_time": "2021-06-25T14:32:07.592652Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_backtest(forecast_df, ts, history_len=70)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2474eeb",
   "metadata": {},
   "source": [
    "### 5. Metrics visualization  <a class=\"anchor\" id=\"chapter5\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f3ef5e1",
   "metadata": {},
   "source": [
    "In this section we will analyze the backtest results from the different point of views. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d429830c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from etna.analysis import (\n",
    "    metric_per_segment_distribution_plot,\n",
    "    plot_residuals,\n",
    "    plot_metric_per_segment,\n",
    "    prediction_actual_scatter_plot,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "09ed6f7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"./data/example_dataset.csv\")\n",
    "df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"])\n",
    "df = TSDataset.to_dataset(df)\n",
    "ts_all = TSDataset(df, freq=\"D\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e88128e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "14:35:42 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:42 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:42 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:42 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:42 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:42 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:42 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:42 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    3.8s remaining:    0.0s\n",
      "14:35:46 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:46 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:46 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:46 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:46 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:46 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:46 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:46 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:    7.6s remaining:    0.0s\n",
      "14:35:49 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:50 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:50 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:50 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:50 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:50 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:50 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:50 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:   11.4s remaining:    0.0s\n",
      "14:35:53 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:53 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:53 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:53 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:53 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:53 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:53 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:53 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   4 out of   4 | elapsed:   15.3s remaining:    0.0s\n",
      "14:35:57 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:57 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:57 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:57 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:57 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:57 - cmdstanpy - INFO - Chain [1] done processing\n",
      "14:35:57 - cmdstanpy - INFO - Chain [1] start processing\n",
      "14:35:57 - cmdstanpy - INFO - Chain [1] done processing\n",
      "[Parallel(n_jobs=1)]: Done   5 out of   5 | elapsed:   19.1s remaining:    0.0s\n",
      "[Parallel(n_jobs=1)]: Done   5 out of   5 | elapsed:   19.1s finished\n"
     ]
    }
   ],
   "source": [
    "metrics_df, forecast_df, fold_info_df = pipeline.backtest(ts=ts_all, metrics=[MAE(), MSE(), SMAPE()])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a262ca0",
   "metadata": {},
   "source": [
    "Let's look at the distribution of the SMAPE metric by folds. You can set `type_plot` as `box`, `violin` or `hist`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "aae8537c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric_per_segment_distribution_plot(metrics_df=metrics_df, metric_name=\"SMAPE\", plot_type=\"box\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05c8447b",
   "metadata": {},
   "source": [
    "Let's look at the SMAPE metric by segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "604e8982",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nm3kBNu07/qKqWgNcn2S7SdS/CfDeJAvohdZHjTUoyfHA8QDbbrMN39n9DZM4hdb63abb8p3d/6rrMoaSvVs/N46MPGDb6tWrGRlju9bNvg3O3g3O3g1ukN5NW0Csqu8l2Qd4DnAq8FVgRVUd0D+uCYjrcnff6zV979fQq38j4PZm9XGi4zPOmLGcCPwM2Ls5x+/GGlRVZ9NbweRRj9yl9vj++ydxCq31nd3/Cns3GHu3fh7+4msfsG1kZISFCxc++MUMOfs2OHs3OHs3uEF6N533IO5A73LwucAZwP7AtkkOaPZvkuRxVXU7vdXB/ZtDj5rMearqTmBlkiOaeZNk7wkOWwVsPsGYLYBbm9XHl9Jb8ZQkSdrgTec9iI8HvplkGfAW4BTgcOD0JNcAy+hdGgY4DjinGTsXuGOS5zoGOK6ZdwVw2ATjlwP3NQ/QjPmQCr37GF/WzLkH8JtJ1iRJkjSUpvMS8yXAJWPsevoY21ZU1V4ASU4CrmrmWAws7ptzft/r+/dV1Up6D8WMrmHRqPfzmt/vAQ6aoP7vA3v1bfLmQkmSNCtM50Mqk/HcJCfTq+dmYFG35UiSJM1eMyIgVtUFwAVdnDvJwcDpozavrKrnd1GPJElS12ZEQOzSOi6FS5IkzUqz9av2JEmSNA4DoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJallnQExyUN/rR4za94LpKkqSJEndmWgF8Z19ry8cte/NU1yLJEmSZoCJAmLGeT3We0mSJG0AJgqINc7rsd5LkiRpAzBngv2PTPJZequFa1/TvH/E+IdJkiRpWE0UEA/re/3OUftGv5ckSdIGYJ0BsaouTbIA2A1YUVU3PChVSZIkqTMT/ZibU4B/A14IfCHJKx+UqiRJktSZiS4xHwksqKq7kmwNXAycM/1lDadsshkPP+XarssYSjeOjPDwF9u7Qdg7SdJUm+gp5rur6i6AqvrleoyXJEnSkFvfp5ih9+Tyrn3vqaq/mLbKJEmS1InJPMUMPrksSZK0wZvwKeaxtifZGTgKGHO/JEmShtd631OYZNsk/yfJZcAIsN20VSVJkqTOrHMFMcnmwAuAo4FHAZ8GHlFVOz0ItUmSJKkDE92D+HPgm8Cbgf+sqkry/OkvS5IkSV2Z6BLzycCmwPuAk5PsOv0lSZIkqUvrDIhV9e6qehL/8zTzRcAOSd6Q5FHTXZwkSZIefOv1kEpV3VhVb6+qxwNPBLYAvjitlUmSJKkTk/5mlKq6rqreWFW7TUdBkiRJ6tZETzGvAqp/U/M+QFXVH05jbZIkSerARE8xfwX4Y3o/3uYTVXXL9JckSZKkLk30TSrPS7IFvZ+FeE6SzYAL6IXFXz0YBQ6T3937O57ynqd0XcZQOna7Y3nTe97UdRlDyd4Nzt4Npsu+XX7C5Z2cV5ptJrwHsaruqKoPA88G/h/wVmDRNNclSZKkjkx0iZkkTwZeDDwN+E/g+VV12XQXJkmSpG5M9JDKzcCvgU8AxwP3Ntv3Aaiqb093gZIkSXpwTbSCuJLeU8sHN79q1P6DpqMoSZIkdWeigPj3wA+r6laAJC8DXgjcBPzDtFYmSZKkTkz0kMoHgLsBkjwdeAfwEeAO4OzpLU2SJEldmGgFceO+H2dzJHB2VV0IXJhk2bRWJkmSpE5MtIK4cZK1IfKZwFf79k34BLQkSZKGz0Qh7+PApUluA34LXAaQZDd6l5klSZK0gZnom1TeluQrwPbAl6tq7VPMGwEnTHdxkiRJevBNeJm4qq4cY9v3pqccSZIkdW3Cr9qTJEnS7GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktczKgJhkfpKjJ3nMSJInTldNkiRJM8WsDIjAfGBSAVGSJGm2mLaAmGRuki8kuSbJdUmOTLJvkkuTLE1ySZLtm7H7JVmeZFmSM5Jc12xflOSiJEuS3JTk1Ulem+TqJFcm2aoZt2uSi5t5L0uyR7N9cZKzknwjyY1JDm/KOw14WnO+E8ep/yFJPpHkhiSfAR4yXb2SJEmaSVJV0zNx8kLgkKp6ZfN+C+BLwGFV9YskRwIHV9XLm0D4yqq6IslpwKFVtWeSRcCbgScAmwE/AN5QVR9IciZwc1W9O8lXgL+squ8n2R94R1UdlGQxMBc4EtgD+GxV7ZZkIfD6qjp0HfW/FtizqW8v4NvAk6rqqlHjjgeOB9hm2232PfW9p05B92afrTfZml/e88uuyxhK9m5w9m4wXfbt0Q97dCfnnSqrV69m3rx5XZcxlOzd4Mbr3YEHHri0qsa8fW7ONNZzLfCuJKcDnwd+DewJLEkCsDFwa5Itgc2r6ormuPOB/uD2tapaBaxKcgfwub7590oyD3gy8MlmXoBN+46/qKrWANcn2W4S9T8dOAugqpYnWT7WoKo6GzgbYJddd6mP/uyjkziF1jp2u2Oxd4Oxd4Ozd4Ppsm+Xv+jyTs47VUZGRli4cGHXZQwleze4QXo3bQGxqr6XZB/gOcCpwFeBFVV1QP+4JiCuy919r9f0vV9Dr/6NgNurasF6HJ9xxkiSJKkxnfcg7gDcVVXnAmcA+wPbJjmg2b9JksdV1e30Vgf3bw49ajLnqao7gZVJjmjmTZK9JzhsFbD5BGO+TvMgS5I9gb0mU5ckSdKwms6nmB8PfDPJMuAtwCnA4cDpSa4BltG7NAxwHHBOM3YucMckz3UMcFwz7wrgsAnGLwfuax6gGfMhFeD9wLwkNwBvBZZOsiZJkqShNJ2XmC8BLhlj19PH2LaiqvYCSHIScFUzx2Jgcd+c8/te37+vqlYCh4xRw6JR7+c1v98DHDRB/b9lkquZkiRJG4LpfEhlMp6b5GR69dwMLOq2HEmSpNlrRgTEqroAuKCLcyc5GDh91OaVVfX8LuqRJEnq2owIiF1ax6VwSZKkWWm2ftWeJEmSxmFAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVLLnK4L2JBsNmczLj/h8q7LGEojIyNc/iJ7Nwh7Nzh7Nxj7Jm34XEGUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSS6qq6xo2GLvvskt9cJf5XZcxlFYdczSbn3d+12UMJXs3OHs3GPs2OHs3uNnUu2d8/dIpnW9kZISFCxc+YHuSpVX1xLGOcQVRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1GBAlSZLUYkCUJElSiwFRkiRJLQZESZIktRgQJUmS1GJAlCRJUosBUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1zNqAmGR+kqO7rkOSJGmmmbUBEZgPGBAlSZJGmdaAmGRuki8kuSbJdUmOTLJvkkuTLE1ySZLtm7H7JVmeZFmSM5Jc12xflOSiJEuS3JTk1Ulem+TqJFcm2aoZt2uSi5t5L0uyR7N9cZKzknwjyY1JDm/KOw14WnO+E8epf+Mk72xqX57khOnslyRJ0kww3SuIhwA/qaq9q2pP4GLgPcDhVbUv8CHgbc3YDwOvqqoFwH2j5tkTeAGwXzP+rqp6AnAFcGwz5mzghGbe1wPv6zt+e+CpwKH0giHAScBlVbWgqs4cp/7j6a00LqiqvYDzJvfxJUmShs+caZ7/WuBdSU4HPg/8ml7YW5IEYGPg1iRbAptX1RXNcefTC3Nrfa2qVgGrktwBfK5v/r2SzAOeDHyymRdg077jL6qqNcD1SbabRP1/Cnygqu4FqKpfjR6Q5Hh6QZJtt9mGVcd41XoQ9229tb0bkL0bnL0bjH0bnL0b3Gzq3cjIyJTOt3r16knPOa0Bsaq+l2Qf4DnAqcBXgRVVdUD/uCYgrsvdfa/X9L1fQ+8zbATc3qw+TnR8xhkzkKo6m97qJbvvskttft75Uzn9rLHqmKOxd4Oxd4Ozd4Oxb4Ozd4ObTb17xtcvndL5RkZGWLhw4aSOme57EHegdzn4XOAMYH9g2yQHNPs3SfK4qrqd3urg/s2hR03mPFV1J7AyyRHNvEmy9wSHrQI2n2DMEuBVSeY08241mbokSZKG0XTfg/h44JtJlgFvAU4BDgdOT3INsIzepWGA44BzmrFzgTsmea5jgOOaeVcAh00wfjlwX/MAzZgPqQAfBG4Bljfzzo61bUmSNKtN9yXmS4BLxtj19DG2rWgeBCHJScBVzRyLgcV9c87ve33/vqpaSe+hmNE1LBr1fl7z+z3AQRPUfy/w2uaXJEnSrDDdD6lMxnOTnEyvppuBRd2WI0mSNDvNmIBYVRcAF3Rx7iQHA6eP2ryyqp7fRT2SJEldmjEBsUvruBQuSZI068zmr9qTJEnSGAyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqcWAKEmSpBYDoiRJkloMiJIkSWoxIEqSJKllTtcFbEg22mwznvH1S7suYyiNjIzYuwHZu8HZu8HYt8HZu8HZuweXK4iSJElqMSBKkiSpxYAoSZKkFgOiJEmSWgyIkiRJajEgSpIkqSVV1XUNG4wkq4Dvdl3HkNoGuK3rIoaUvRucvRuMfRucvRucvRvceL3bpaq2HesAfw7i1PpuVT2x6yKGUZKr7N1g7N3g7N1g7Nvg7N3g7N3gBumdl5glSZLUYkCUJElSiwFxap3ddQFDzN4Nzt4Nzt4Nxr4Nzt4Nzt4NbtK98yEVSZIktbiCKEmSpBYD4hRJckiS7yb5QZKTuq5nWCTZOcnXklyfZEWS13Rd0zBJsnGSq5N8vutahkmSLZN8Ksl3ktyQ5ICuaxoWSU5s/qxel+TjSTbruqaZKsmHkvw8yXV927ZKsiTJ95vf/6jLGmeqcXp3RvNndnmSzyTZssMSZ6Sx+ta373VJKsk26zOXAXEKJNkY+Bfg2cBjgRcneWy3VQ2Ne4HXVdVjgScBf23vJuU1wA1dFzGE/hm4uKr2APbGHq6XJDsCfwM8sar2BDYGjuq2qhltMXDIqG0nAV+pqt2BrzTv9UCLeWDvlgB7VtVewPeAkx/soobAYh7YN5LsDPwZcMv6TmRAnBp/Avygqm6sqt8DnwAO67imoVBVt1bVt5vXq+j9Q71jt1UNhyQ7Ac8FPth1LcMkyRbA04F/Baiq31fV7Z0WNVzmAA9JMgd4KPCTjuuZsarq68CvRm0+DPhI8/ojwPMezJqGxVi9q6ovV9W9zdsrgZ0e9MJmuHH+mwM4E/h7YL0fPDEgTo0dgR/2vf8RhpxJSzIfeALwXx2XMizeTe8P/JqO6xg2jwB+AXy4uTz/wSRzuy5qGFTVj4F30luFuBW4o6q+3G1VQ2e7qrq1ef1TYLsuixliLwe+1HURwyDJYcCPq+qayRxnQNSMkGQecCHwt1V1Z9f1zHRJDgV+XlVLu65lCM0B9gHeX1VPAH6Dl/nWS3O/3GH0QvYOwNwkL+m2quFVvR8j4o8SmaQkb6J3e9J5Xdcy0yV5KPBG4JTJHmtAnBo/Bnbue79Ts03rIckm9MLheVX16a7rGRJPAf4iyU30bmk4KMm53ZY0NH4E/Kiq1q5Uf4peYNTE/hRYWVW/qKp7gE8DT+64pmHzsyTbAzS//7zjeoZKkkXAocAx5c/pWx+70vs/dNc0/17sBHw7yR9PdKABcWp8C9g9ySOS/AG9m7Y/23FNQyFJ6N0LdkNV/VPX9QyLqjq5qnaqqvn0/nv7alW5krMequqnwA+TPLrZ9Ezg+g5LGia3AE9K8tDmz+4z8QGfyfos8LLm9cuAf++wlqGS5BB6t9X8RVXd1XU9w6Cqrq2qh1XV/Obfix8B+zR/D66TAXEKNDfNvhq4hN5flv9WVSu6rWpoPAV4Kb0VsGXNr+d0XZQ2eCcA5yVZDiwA3t5tOcOhWXX9FPBt4Fp6/4b47RbjSPJx4Arg0Ul+lOQ44DTgWUm+T29F9rQua5ypxunde4HNgSXNvxUf6LTIGWicvg02lyu0kiRJ6ucKoiRJkloMiJIkSWoxIEqSJKnFgChJkqQWA6IkSZJaDIiSNMWSvCnJiiTLmx/HsX/XNa2VZH6So7uuQ9LMNqfrAiRpQ5LkAHrf9LBPVd2dZBvgDzouq9984Gjg/I7rkDSDuYIoSVNre+C2qroboKpuq6qfJNk3yaVJlia5pO/r1vbrW2k8I8l1zfZFSS5KsiTJTUleneS1Sa5OcmWSrZpxuya5uJn3siR7NNsXJzkryTeS3Jjk8Ka+04CnNec78UHvjqShYECUpKn1ZWDnJN9L8r4kz2i+b/w9wOFVtS/wIeBtzfgPA6+qqgXAfaPm2hN4AbBfM/6uqnoCvW9KOLYZczZwQjPv64H39R2/PfBUeiuaa7+x4yTgsqpaUFVnTtWHlrRh8RKzJE2hqlqdZF/gacCBwAXAqfTC3pLeVxizMXBrki2Bzavqiubw8+mFubW+VlWrgFVJ7gA+12y/FtgryTzgycAnm3kBNu07/qKqWgNcn2S7qf2kkjZkBkRJmmJVdR8wAowkuRb4a2BFVR3QP64JiOtyd9/rNX3v19D7+3sj4PZm9XGi4zPOGEl6AC8xS9IUSvLoJLv3bVoA3ABs2zzAQpJNkjyuqm6ntzq49innoyZzrqq6E1iZ5Ihm3iTZe4LDVgGbT+Y8kmYfA6IkTa15wEeSXJ9kOfBY4BTgcOD0JNcAy+hdGgY4DjgnyTJgLnDHJM93DHBcM+8K4LAJxi8H7ktyjQ+pSBpPqqrrGiRp1koyr6pWN69PAravqtd0XJakWc57ECWpW89NcjK9v49vBhZ1W44kuYIoSZKkUbwHUZIkSS0GREmSJLUYECVJktRiQJQkSVKLAVGSJEktBkRJkiS1/H9fbBVXYSPkCwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_metric_per_segment(metrics_df=metrics_df, metric_name=\"SMAPE\", ascending=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de2f2dc2",
   "metadata": {},
   "source": [
    "Now let's look at the residuals of the model predictions from the backtest. Analysis of the residuals can help establish a dependency in the data that our model was not able to find. This way we can add features or improve the model or make sure that there is no dependency in the residuals. Also, you can visualize the residuals not only by timestamp but by any feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "13f6ba42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_residuals(forecast_df=forecast_df, ts=ts_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "22e2dcf7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prediction_actual_scatter_plot(forecast_df=forecast_df, ts=ts_all)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a82fb3d",
   "metadata": {},
   "source": [
    "That's all for this notebook. More features you can find in our documentation!"
   ]
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
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   "types_to_exclude": [
    "module",
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 },
 "nbformat": 4,
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}
